#!/usr/bin/perl -w use strict; my $SCRIPT_DIR; BEGIN { use Cwd qw/ abs_path cwd /; use File::Basename; $SCRIPT_DIR = dirname(abs_path($0)); push @INC, $SCRIPT_DIR; } use Getopt::Long "GetOptions"; my $GZIP = 'gzip'; my $ZCAT = 'gunzip -c'; my $BASE_PHRASE_MAX_SIZE = 10; my $COMPLETE_CACHE = 1; my $ITEMS_IN_MEMORY = 10000000; # cache size in extractors my $NUM_TOPICS = 50; my $NUM_SAMPLES = 100; my $CONTEXT_SIZE = 1; my $BIDIR = 1; my $HIERARCHICAL_TOPICS = 0; my $FILTER_SINGLETONS = 0; my $EXTOOLS = "$SCRIPT_DIR/../../extools"; die "Can't find extools: $EXTOOLS" unless -e $EXTOOLS && -d $EXTOOLS; my $PYPTOOLS = "$SCRIPT_DIR/../pyp-topics/src"; die "Can't find extools: $PYPTOOLS" unless -e $PYPTOOLS && -d $PYPTOOLS; my $PYPSCRIPTS = "$SCRIPT_DIR/../pyp-topics/scripts"; die "Can't find extools: $PYPSCRIPTS" unless -e $PYPSCRIPTS && -d $PYPSCRIPTS; my $REDUCER = "$EXTOOLS/mr_stripe_rule_reduce"; my $C2D = "$PYPSCRIPTS/contexts2documents.py"; my $S2L = "$PYPSCRIPTS/spans2labels.py"; my $PYP_TOPICS_TRAIN="$PYPTOOLS/pyp-contexts-train"; my $SORT_KEYS = "$SCRIPT_DIR/scripts/sort-by-key.sh"; my $EXTRACTOR = "$EXTOOLS/extractor"; my $TOPIC_TRAIN = "$PYPTOOLS/pyp-contexts-train"; assert_exec($SORT_KEYS, $REDUCER, $EXTRACTOR, $PYP_TOPICS_TRAIN, $S2L, $C2D, $TOPIC_TRAIN); my $OUTPUT = './giwork'; usage() unless &GetOptions('base_phrase_max_size=i' => \$BASE_PHRASE_MAX_SIZE, 'output=s' => \$OUTPUT, 'topics=i' => \$NUM_TOPICS, 'trg_context=i' => \$CONTEXT_SIZE, 'samples=i' => \$NUM_SAMPLES, 'hierarchical-topics' => \$HIERARCHICAL_TOPICS, 'filter-singletons' => \$FILTER_SINGLETONS, ); usage() unless scalar @ARGV == 1; my $CORPUS = $ARGV[0]; open F, "<$CORPUS" or die "Can't read $CORPUS: $!"; close F; print STDERR " Output: $OUTPUT\n"; my $CONTEXT_DIR = $OUTPUT . '/' . context_dir(); my $CLUSTER_DIR = $OUTPUT . '/' . cluster_dir(); my $GRAMMAR_DIR = $OUTPUT . '/' . grammar_dir(); print STDERR " Context: $CONTEXT_DIR\n Cluster: $CLUSTER_DIR\n Grammar: $GRAMMAR_DIR\n"; safemkdir($OUTPUT) or die "Couldn't create output directory $OUTPUT: $!"; safemkdir($CONTEXT_DIR) or die "Couldn't create output directory $CONTEXT_DIR: $!"; safemkdir($CLUSTER_DIR) or die "Couldn't create output directory $CLUSTER_DIR: $!"; safemkdir($GRAMMAR_DIR) or die "Couldn't create output directory $GRAMMAR_DIR: $!"; extract_context(); topic_train(); label_spans_with_topics(); my $res; if ($BIDIR) { $res = grammar_extract_bidir(); } else { $res = grammar_extract(); } print STDERR "\n!!!COMPLETE!!!\n"; print STDERR "GRAMMAR: $res\n\nYou should probably run:\n\n zcat $res | $SCRIPT_DIR/../../extools/filter_score_grammar -c $CORPUS -t TESTSET.TXT > filtered-grammar.scfg\n\n"; exit 0; sub context_dir { return "ct${CONTEXT_SIZE}s0.L$BASE_PHRASE_MAX_SIZE"; } sub cluster_dir { return context_dir() . ".t$NUM_TOPICS.s$NUM_SAMPLES"; } sub grammar_dir { # TODO add grammar config options -- adjacent NTs, etc return cluster_dir() . ".grammar"; } sub safemkdir { my $dir = shift; if (-d $dir) { return 1; } return mkdir($dir); } sub usage { print < $CLUSTER_DIR/clusters.txt") or die "Failed to unzip"; safesystem("$EXTRACTOR --base_phrase_spans -i $CORPUS -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -S $CONTEXT_SIZE | $S2L $CLUSTER_DIR/clusters.txt $CONTEXT_SIZE > $OUT_SPANS") or die "Failed to label spans"; unlink("$CLUSTER_DIR/clusters.txt") or warn "Failed to remove $CLUSTER_DIR/clusters.txt"; safesystem("paste -d ' ' $CORPUS $OUT_SPANS > $CLUSTER_DIR/corpus.src_trg_al_label") or die "Couldn't paste"; } } sub grammar_extract { my $LABELED = "$CLUSTER_DIR/corpus.src_trg_al_label"; print STDERR "\n!!!EXTRACTING GRAMMAR\n"; my $OUTGRAMMAR = "$GRAMMAR_DIR/grammar.gz"; if (-e $OUTGRAMMAR) { print STDERR "$OUTGRAMMAR exists, reusing...\n"; } else { safesystem("$EXTRACTOR -i $LABELED -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE | $SORT_KEYS | $REDUCER -p | $GZIP > $OUTGRAMMAR") or die "Couldn't extract grammar"; } return $OUTGRAMMAR; } sub grammar_extract_bidir { #gzcat ex.output.gz | ./mr_stripe_rule_reduce -p -b | sort -t $'\t' -k 1 | ./mr_stripe_rule_reduce | gzip > phrase-table.gz my $LABELED = "$CLUSTER_DIR/corpus.src_trg_al_label"; print STDERR "\n!!!EXTRACTING GRAMMAR\n"; my $OUTGRAMMAR = "$GRAMMAR_DIR/grammar.bidir.gz"; if (-e $OUTGRAMMAR) { print STDERR "$OUTGRAMMAR exists, reusing...\n"; } else { safesystem("$EXTRACTOR -i $LABELED -c $ITEMS_IN_MEMORY -L $BASE_PHRASE_MAX_SIZE -b | $SORT_KEYS | $REDUCER -p -b | $SORT_KEYS | $REDUCER | $GZIP > $OUTGRAMMAR") or die "Couldn't extract grammar"; } return $OUTGRAMMAR; } sub safesystem { print STDERR "Executing: @_\n"; system(@_); if ($? == -1) { print STDERR "ERROR: Failed to execute: @_\n $!\n"; exit(1); } elsif ($? & 127) { printf STDERR "ERROR: Execution of: @_\n died with signal %d, %s coredump\n", ($? & 127), ($? & 128) ? 'with' : 'without'; exit(1); } else { my $exitcode = $? >> 8; print STDERR "Exit code: $exitcode\n" if $exitcode; return ! $exitcode; } }